{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import jieba #中文分词\n",
    "from nltk import FreqDist #词频统计\n",
    "from pyecharts.charts import WordCloud #词云\n",
    "from pyecharts import options as opts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>校园霸凌相关政策</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>中华人民共和国教育法</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>中华人民共和国教师法</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>中华人民共和国义务教育法</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>中华人民共和国未成年人保护法</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>中华人民共和国预防未成年人犯罪法</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>未成年人学校保护规定</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>中小学教育惩戒规则（试行）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>中小学幼儿园安全管理办法</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>严禁出现反党反社会主义、丑化党和国家形象、诋毁党和国家领导人或英雄模范、分裂国家、歪曲历史、...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>严禁校园安全排查整改形式主义，放任重大校园安全隐患，发生重大事故后瞒报谎报、处置不当。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>严禁教师歧视弱势群体学生，对学生实施体罚、变相体罚、辱骂殴打、性骚扰或者其他侮辱人格尊严的行为。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>严禁校园内发生以多欺少、以强凌弱、以大欺小等学生欺凌行为，或教师漠视、纵容学生欺凌行为。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>严禁以升学率或考试成绩对学校进行考核排名、下达升学指标，对教师进行排名、奖惩。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>严禁义务教育阶段学校组织以选拔生源为目的的各类考试，或采用各类竞赛证书、社会培训成绩、考级证...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>严禁学校违反教育行政部门统一规定的校历提前开学、延迟放假，利用节假日、寒暑假组织学生集体补课。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>严禁违反国家规定的学生睡眠时间安排学生作息，或以各种方式挤占学生“课间十分钟”休息。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>严禁违反国家课程方案规定，随意调整、增减课程，挤占德育、体育、美育、劳动教育、综合实践活动课时。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>严禁布置超过教育行政部门规定总量和时长的作业，或布置重复性和惩罚性作业。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>严禁违规选用教材教辅，或以任何形式强迫、诱导学生通过指定渠道购买图书、电子产品、教辅材料、文具等。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>严禁学校违反收费管理规定，擅自增加收费项目、提高收费标准、扩大收费范围，克扣挤占挪用发放给学...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             校园霸凌相关政策\n",
       "0                                          中华人民共和国教育法\n",
       "1                                          中华人民共和国教师法\n",
       "2                                        中华人民共和国义务教育法\n",
       "3                                      中华人民共和国未成年人保护法\n",
       "4                                    中华人民共和国预防未成年人犯罪法\n",
       "5                                          未成年人学校保护规定\n",
       "6                                       中小学教育惩戒规则（试行）\n",
       "7                                        中小学幼儿园安全管理办法\n",
       "8   严禁出现反党反社会主义、丑化党和国家形象、诋毁党和国家领导人或英雄模范、分裂国家、歪曲历史、...\n",
       "9         严禁校园安全排查整改形式主义，放任重大校园安全隐患，发生重大事故后瞒报谎报、处置不当。\n",
       "10   严禁教师歧视弱势群体学生，对学生实施体罚、变相体罚、辱骂殴打、性骚扰或者其他侮辱人格尊严的行为。\n",
       "11       严禁校园内发生以多欺少、以强凌弱、以大欺小等学生欺凌行为，或教师漠视、纵容学生欺凌行为。\n",
       "12            严禁以升学率或考试成绩对学校进行考核排名、下达升学指标，对教师进行排名、奖惩。\n",
       "13  严禁义务教育阶段学校组织以选拔生源为目的的各类考试，或采用各类竞赛证书、社会培训成绩、考级证...\n",
       "14    严禁学校违反教育行政部门统一规定的校历提前开学、延迟放假，利用节假日、寒暑假组织学生集体补课。\n",
       "15         严禁违反国家规定的学生睡眠时间安排学生作息，或以各种方式挤占学生“课间十分钟”休息。\n",
       "16   严禁违反国家课程方案规定，随意调整、增减课程，挤占德育、体育、美育、劳动教育、综合实践活动课时。\n",
       "17               严禁布置超过教育行政部门规定总量和时长的作业，或布置重复性和惩罚性作业。\n",
       "18  严禁违规选用教材教辅，或以任何形式强迫、诱导学生通过指定渠道购买图书、电子产品、教辅材料、文具等。\n",
       "19  严禁学校违反收费管理规定，擅自增加收费项目、提高收费标准、扩大收费范围，克扣挤占挪用发放给学..."
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_str=str(df_new['校园霸凌相关政策'].values)\n",
    "data_str\n",
    "data_jieba=jieba.lcut(data_str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[',\n",
       " \"'\",\n",
       " '中华人民共和国',\n",
       " '教育法',\n",
       " \"'\",\n",
       " ' ',\n",
       " \"'\",\n",
       " '中华人民共和国',\n",
       " '教师法',\n",
       " \"'\",\n",
       " ' ',\n",
       " \"'\",\n",
       " '中华人民共和国',\n",
       " '义务教育法',\n",
       " \"'\"]"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_jieba=jieba.lcut(data_str)\n",
    "data_jieba[:15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 去除停用词\n",
    "with open(\"D:\\电脑浏然器下载位置/停用词表.txt\",\"r\",encoding=\"utf-8\") as f:\n",
    "    stop_words=f.read()\n",
    "# stop_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['中华人民共和国',\n",
       " '教育法',\n",
       " '中华人民共和国',\n",
       " '教师法',\n",
       " '中华人民共和国',\n",
       " '义务教育法',\n",
       " '中华人民共和国',\n",
       " '未成年人',\n",
       " '保护法',\n",
       " '中华人民共和国',\n",
       " '预防',\n",
       " '未成年人',\n",
       " '犯罪',\n",
       " '法',\n",
       " '未成年人',\n",
       " '学校',\n",
       " '保护',\n",
       " '规定',\n",
       " '中小学',\n",
       " '教育']"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_data = []\n",
    "for word in data_jieba:\n",
    "    if word not in stop_words:\n",
    "        new_data.append(word)\n",
    "new_data[:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FreqDist({'严禁': 12, '学生': 10, '规定': 6, '中华人民共和国': 5, '学校': 5, '教育': 4, '违反': 4, '收费': 4, '未成年人': 3, '国家': 3, ...})"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 词频统计\n",
    "data_freq = FreqDist(new_data)\n",
    "data_freq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('严禁', 12),\n",
       " ('学生', 10),\n",
       " ('规定', 6),\n",
       " ('中华人民共和国', 5),\n",
       " ('学校', 5),\n",
       " ('教育', 4),\n",
       " ('违反', 4),\n",
       " ('收费', 4),\n",
       " ('未成年人', 3),\n",
       " ('国家', 3)]"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "wc = (\n",
    "    WordCloud()\n",
    "    .add(series_name=\"\",data_pair=data_pair,shape=\"circle\")\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', 'echarts-wordcloud':'https://assets.pyecharts.org/assets/v5/echarts-wordcloud.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"add0b9897fc245b1862f503449cd79af\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'echarts-wordcloud'], function(echarts) {\n",
       "                var chart_add0b9897fc245b1862f503449cd79af = echarts.init(\n",
       "                    document.getElementById('add0b9897fc245b1862f503449cd79af'), 'white', {renderer: 'canvas'});\n",
       "                var option_add0b9897fc245b1862f503449cd79af = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
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